Audit Trail · Article #427437

John Scott, le premier maire de Bytown - Le Droit

Source article ↗ · Le Droit · outlet lean: center-left · owner: Coopérative nationale de l'information indépendante (non_profit)

published 2026-05-24T08:15:00 · ingested 2026-05-24T09:23:52.363054

Bias Analysis · B.I.A.S.

CENTER score: 0.00 confidence: 80% vv3

triggers: none — defaulted center

      computed at 2026-05-24T09:48:20.958995
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

RIGHT score: 0.259 confidence: 37% valhalla/distilbart-mnli-12-3

      computed at 2026-05-24T05:46:43.133842-04:00
    

Ensemble (heuristic + ML v2)

CENTER RIGHT score: 0.259

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-05-24T09:48:20.958995

Tier-2 at: —

AI analyzed: ✓ at 2026-05-24T09:48:20.958995

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: national

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified No verifiable claims detected.

        fact_v1 · 2026-05-24T09:48:21.954032
      

unverified No verifiable claims detected.

        fact_v1 · 2026-05-24T10:11:58.274380
      

Cross-Outlet Cluster · I.N.K.

John Scott, le premier maire de Bytown - Le Droit 1 article across outlets

      clustered at 2026-05-24T09:23:52.502966
    

Governance — C.R.E.E.D.

A+

overall grade

100.0

By Category

Accountability {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Environmental {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Fairness {'events': 3, 'grade': 'A+', 'note': 'below minimum volume (3 events; minimum 100 for a non-provisional score)', 'provisional': True, 'score': 100.0}

Privacy {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Safety {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Transparency {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Ethics audit by C.R.E.E.D. Institute · 3 events tracked

Raw Audit Trail (2 events)

2026-05-24T09:23:52.363054 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v1",
    "rationale": "triggers: none \u2014 defaulted center",
    "score": 0.0
  },
  "source_id": 14344
}

2026-05-24T09:46:43.133842 bias_v2_scored

payload

{
  "confidence": 0.369,
  "ensemble_band": "center",
  "ensemble_score": 0.13,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.259
}

Every signal computed about this article, with timestamps. Source for the transparency promise behind our methodology.